Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 5695 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 533.9 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|
basket_size is highly overall correlated with distinct_stock_code and 3 other fields | High correlation |
distinct_stock_code is highly overall correlated with basket_size and 4 other fields | High correlation |
frequency is highly overall correlated with total_products and 1 other fields | High correlation |
recency is highly overall correlated with total_purchases | High correlation |
returned is highly overall correlated with total_purchases | High correlation |
revenue is highly overall correlated with basket_size and 3 other fields | High correlation |
total_products is highly overall correlated with basket_size and 4 other fields | High correlation |
total_purchases is highly overall correlated with distinct_stock_code and 5 other fields | High correlation |
unique_basket_size is highly overall correlated with basket_size and 1 other fields | High correlation |
revenue is highly skewed (γ1 = 22.58583907) | Skewed |
total_products is highly skewed (γ1 = 24.0961482) | Skewed |
basket_size is highly skewed (γ1 = 58.35463213) | Skewed |
avg_ticket is highly skewed (γ1 = 71.30305302) | Skewed |
returned is highly skewed (γ1 = 71.05769911) | Skewed |
customer_id has unique values | Unique |
returned has 4191 (73.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-01 14:11:27.871934 |
|---|---|
| Analysis finished | 2024-07-01 14:12:09.620232 |
| Duration | 41.75 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 5695 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16600.599 |
| Minimum | 12346 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12699.1 |
| Q1 | 14288.5 |
| median | 16227 |
| Q3 | 18210.5 |
| 95-th percentile | 21731.1 |
| Maximum | 22709 |
| Range | 10363 |
| Interquartile range (IQR) | 3922 |
Descriptive statistics
| Standard deviation | 2808.2419 |
|---|---|
| Coefficient of variation (CV) | 0.16916509 |
| Kurtosis | -0.82111592 |
| Mean | 16600.599 |
| Median Absolute Deviation (MAD) | 1963 |
| Skewness | 0.44127055 |
| Sum | 94540411 |
| Variance | 7886222.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 21110 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| 21087 | 1 | < 0.1% |
| 21086 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| 12424 | 1 | < 0.1% |
| Other values (5685) | 5685 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
revenue
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5449 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1774.2431 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.171 |
| Q1 | 236.135 |
| median | 613.2 |
| Q3 | 1570.74 |
| 95-th percentile | 5309.696 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1334.605 |
Descriptive statistics
| Standard deviation | 7582.1085 |
|---|---|
| Coefficient of variation (CV) | 4.2734328 |
| Kurtosis | 675.64312 |
| Mean | 1774.2431 |
| Median Absolute Deviation (MAD) | 479.19 |
| Skewness | 22.585839 |
| Sum | 10104314 |
| Variance | 57488370 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| Other values (5439) | 5623 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140438.72 | 1 | |
| 124564.53 | 1 | |
| 117375.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.92818 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.64589 |
|---|---|
| Coefficient of variation (CV) | 0.95482451 |
| Kurtosis | -0.64261503 |
| Mean | 116.92818 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.81432182 |
| Sum | 665906 |
| Variance | 12464.806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4820 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.6% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 23 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
total_products
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1839 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.91572 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 316 |
| Q3 | 800.5 |
| 95-th percentile | 2931.8 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 694.5 |
Descriptive statistics
| Standard deviation | 4296.7457 |
|---|---|
| Coefficient of variation (CV) | 4.4622241 |
| Kurtosis | 865.58334 |
| Mean | 962.91572 |
| Median Absolute Deviation (MAD) | 252 |
| Skewness | 24.096148 |
| Sum | 5483805 |
| Variance | 18462023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1829) | 5256 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 79963 | 1 | |
| 77373 | 1 | |
| 74215 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57785 | 1 |
distinct_stock_code
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 528 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.597893 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 106 |
| 95-th percentile | 332.3 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 210.54112 |
|---|---|
| Coefficient of variation (CV) | 2.273714 |
| Kurtosis | 510.2114 |
| Mean | 92.597893 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.750592 |
| Sum | 527345 |
| Variance | 44327.564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 256 | 4.5% |
| 2 | 149 | 2.6% |
| 3 | 108 | 1.9% |
| 10 | 100 | 1.8% |
| 6 | 99 | 1.7% |
| 9 | 93 | 1.6% |
| 5 | 90 | 1.6% |
| 4 | 88 | 1.5% |
| 11 | 83 | 1.5% |
| 7 | 83 | 1.5% |
| Other values (518) | 4546 |
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 149 | |
| 3 | 108 | |
| 4 | 88 | 1.5% |
| 5 | 90 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 83 | 1.5% |
| 8 | 81 | 1.4% |
| 9 | 93 | 1.6% |
| 10 | 100 | 1.8% |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5670 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1636 | 1 |
total_purchases
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.471115 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.8133193 |
|---|---|
| Coefficient of variation (CV) | 1.9628619 |
| Kurtosis | 302.0876 |
| Mean | 3.471115 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.192713 |
| Sum | 19768 |
| Variance | 46.42132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 826 | 14.5% |
| 3 | 502 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 826 | 14.5% |
| 3 | 502 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2363 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 260.60816 |
| Minimum | 1 |
|---|---|
| Maximum | 74215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 74.9375 |
| median | 151.25 |
| Q3 | 289.27778 |
| 95-th percentile | 733.5625 |
| Maximum | 74215 |
| Range | 74214 |
| Interquartile range (IQR) | 214.34028 |
Descriptive statistics
| Standard deviation | 1073.9887 |
|---|---|
| Coefficient of variation (CV) | 4.1210861 |
| Kurtosis | 3960.3825 |
| Mean | 260.60816 |
| Median Absolute Deviation (MAD) | 96.25 |
| Skewness | 58.354632 |
| Sum | 1484163.5 |
| Variance | 1153451.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 115 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 72 | 22 | 0.4% |
| 100 | 22 | 0.4% |
| 88 | 21 | 0.4% |
| Other values (2353) | 5253 |
| Value | Count | Frequency (%) |
| 1 | 115 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 | |
| 4280 | 1 |
unique_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1262 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.983069 |
| Minimum | 1 |
|---|---|
| Maximum | 1113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.3083333 |
| Q1 | 9 |
| median | 18 |
| Q3 | 35.658333 |
| 95-th percentile | 175.3 |
| Maximum | 1113 |
| Range | 1112 |
| Interquartile range (IQR) | 26.658333 |
Descriptive statistics
| Standard deviation | 77.010961 |
|---|---|
| Coefficient of variation (CV) | 1.9260893 |
| Kurtosis | 32.300798 |
| Mean | 39.983069 |
| Median Absolute Deviation (MAD) | 11.333333 |
| Skewness | 4.9960754 |
| Sum | 227703.58 |
| Variance | 5930.6881 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 283 | 5.0% |
| 2 | 160 | 2.8% |
| 3 | 116 | 2.0% |
| 13 | 108 | 1.9% |
| 10 | 103 | 1.8% |
| 9 | 99 | 1.7% |
| 6 | 96 | 1.7% |
| 4 | 93 | 1.6% |
| 5 | 91 | 1.6% |
| 11 | 91 | 1.6% |
| Other values (1252) | 4455 |
| Value | Count | Frequency (%) |
| 1 | 283 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | < 0.1% |
| 1.5 | 7 | 0.1% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 160 |
| Value | Count | Frequency (%) |
| 1113 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 704 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 674 | 1 | |
| 661 | 1 | |
| 650 | 1 |
avg_ticket
Real number (ℝ)
SKEWED 
| Distinct | 5501 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.751248 |
| Minimum | 0.42 |
|---|---|
| Maximum | 77183.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.4600235 |
| Q1 | 7.95 |
| median | 15.858824 |
| Q3 | 21.984194 |
| 95-th percentile | 76.32 |
| Maximum | 77183.6 |
| Range | 77183.18 |
| Interquartile range (IQR) | 14.034194 |
Descriptive statistics
| Standard deviation | 1043.7985 |
|---|---|
| Coefficient of variation (CV) | 23.324455 |
| Kurtosis | 5245.7371 |
| Mean | 44.751248 |
| Median Absolute Deviation (MAD) | 7.5030735 |
| Skewness | 71.303053 |
| Sum | 254858.36 |
| Variance | 1089515.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 2.95 | 9 | 0.2% |
| 1.25 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.35 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5491) | 5615 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77183.6 | 1 | |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 952.9875 | 1 |
frequency
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54729349 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.01104363 |
| Q1 | 0.024926433 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.97507357 |
Descriptive statistics
| Standard deviation | 0.55026024 |
|---|---|
| Coefficient of variation (CV) | 1.0054208 |
| Kurtosis | 139.13414 |
| Mean | 0.54729349 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8585728 |
| Sum | 3116.8364 |
| Variance | 0.30278633 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2879 | |
| 2 | 47 | 0.8% |
| 0.0625 | 17 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.03448275862 | 14 | 0.2% |
| 0.02941176471 | 14 | 0.2% |
| 0.07692307692 | 13 | 0.2% |
| Other values (1216) | 2648 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2879 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
returned
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 214 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.268306 |
| Minimum | 0 |
|---|---|
| Maximum | 74215 |
| Zeros | 4191 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38.3 |
| Maximum | 74215 |
| Range | 74215 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1004.3217 |
|---|---|
| Coefficient of variation (CV) | 32.11948 |
| Kurtosis | 5232.3595 |
| Mean | 31.268306 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 71.057699 |
| Sum | 178073 |
| Variance | 1008662.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (204) | 713 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
| avg_ticket | basket_size | customer_id | distinct_stock_code | frequency | recency | returned | revenue | total_products | total_purchases | unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_ticket | 1.000 | 0.266 | -0.386 | -0.140 | -0.228 | -0.148 | 0.268 | 0.344 | 0.330 | 0.267 | -0.354 |
| basket_size | 0.266 | 1.000 | -0.147 | 0.612 | -0.129 | -0.198 | 0.182 | 0.723 | 0.790 | 0.157 | 0.609 |
| customer_id | -0.386 | -0.147 | 1.000 | -0.048 | 0.380 | 0.245 | -0.277 | -0.181 | -0.291 | -0.383 | 0.113 |
| distinct_stock_code | -0.140 | 0.612 | -0.048 | 1.000 | -0.359 | -0.379 | 0.316 | 0.836 | 0.781 | 0.533 | 0.768 |
| frequency | -0.228 | -0.129 | 0.380 | -0.359 | 1.000 | 0.486 | -0.366 | -0.453 | -0.514 | -0.799 | 0.031 |
| recency | -0.148 | -0.198 | 0.245 | -0.379 | 0.486 | 1.000 | -0.320 | -0.426 | -0.496 | -0.597 | -0.038 |
| returned | 0.268 | 0.182 | -0.277 | 0.316 | -0.366 | -0.320 | 1.000 | 0.433 | 0.456 | 0.538 | -0.022 |
| revenue | 0.344 | 0.723 | -0.181 | 0.836 | -0.453 | -0.426 | 0.433 | 1.000 | 0.930 | 0.644 | 0.488 |
| total_products | 0.330 | 0.790 | -0.291 | 0.781 | -0.514 | -0.496 | 0.456 | 0.930 | 1.000 | 0.694 | 0.412 |
| total_purchases | 0.267 | 0.157 | -0.383 | 0.533 | -0.799 | -0.597 | 0.538 | 0.644 | 0.694 | 1.000 | -0.047 |
| unique_basket_size | -0.354 | 0.609 | 0.113 | 0.768 | 0.031 | -0.038 | -0.022 | 0.488 | 0.412 | -0.047 | 1.000 |
| customer_id | revenue | recency | total_products | distinct_stock_code | total_purchases | basket_size | unique_basket_size | avg_ticket | frequency | returned | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 1733.0 | 297.0 | 34.0 | 50.970588 | 8.735294 | 18.152222 | 17.000000 | 40.0 |
| 1 | 13047 | 3232.59 | 56.0 | 1390.0 | 171.0 | 9.0 | 154.444444 | 19.000000 | 18.904035 | 0.028302 | 35.0 |
| 2 | 12583 | 6705.38 | 2.0 | 5028.0 | 232.0 | 15.0 | 335.200000 | 15.466667 | 28.902500 | 0.040323 | 50.0 |
| 3 | 13748 | 948.25 | 95.0 | 439.0 | 28.0 | 5.0 | 87.800000 | 5.600000 | 33.866071 | 0.017921 | 0.0 |
| 4 | 15100 | 876.00 | 333.0 | 80.0 | 3.0 | 3.0 | 26.666667 | 1.000000 | 292.000000 | 0.073171 | 22.0 |
| 5 | 15291 | 4623.30 | 25.0 | 2102.0 | 102.0 | 14.0 | 150.142857 | 7.285714 | 45.326471 | 0.040115 | 29.0 |
| 6 | 14688 | 5630.87 | 7.0 | 3621.0 | 327.0 | 21.0 | 172.428571 | 15.571429 | 17.219786 | 0.057221 | 399.0 |
| 7 | 17809 | 5411.91 | 16.0 | 2057.0 | 61.0 | 12.0 | 171.416667 | 5.083333 | 88.719836 | 0.033520 | 41.0 |
| 8 | 15311 | 60767.90 | 0.0 | 38194.0 | 2379.0 | 91.0 | 419.714286 | 26.142857 | 25.543464 | 0.243316 | 474.0 |
| 9 | 16098 | 2005.63 | 87.0 | 613.0 | 67.0 | 7.0 | 87.571429 | 9.571429 | 29.934776 | 0.024390 | 0.0 |
| customer_id | revenue | recency | total_products | distinct_stock_code | total_purchases | basket_size | unique_basket_size | avg_ticket | frequency | returned | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 5776 | 22700 | 4839.42 | 1.0 | 1074.0 | 62.0 | 1.0 | 1074.0 | 62.0 | 78.055161 | 1.0 | 0.0 |
| 5777 | 13298 | 360.00 | 1.0 | 96.0 | 2.0 | 1.0 | 96.0 | 2.0 | 180.000000 | 1.0 | 0.0 |
| 5778 | 14569 | 227.39 | 1.0 | 79.0 | 12.0 | 1.0 | 79.0 | 12.0 | 18.949167 | 1.0 | 0.0 |
| 5779 | 22704 | 17.90 | 1.0 | 14.0 | 7.0 | 1.0 | 14.0 | 7.0 | 2.557143 | 1.0 | 0.0 |
| 5780 | 22705 | 3.35 | 1.0 | 2.0 | 2.0 | 1.0 | 2.0 | 2.0 | 1.675000 | 1.0 | 0.0 |
| 5781 | 22706 | 5699.00 | 1.0 | 1747.0 | 634.0 | 1.0 | 1747.0 | 634.0 | 8.988959 | 1.0 | 0.0 |
| 5782 | 22707 | 6756.06 | 0.0 | 2010.0 | 730.0 | 1.0 | 2010.0 | 730.0 | 9.254877 | 1.0 | 0.0 |
| 5783 | 22708 | 3217.20 | 0.0 | 654.0 | 59.0 | 1.0 | 654.0 | 59.0 | 54.528814 | 1.0 | 0.0 |
| 5784 | 22709 | 3950.72 | 0.0 | 731.0 | 217.0 | 1.0 | 731.0 | 217.0 | 18.206083 | 1.0 | 0.0 |
| 5785 | 12713 | 794.55 | 0.0 | 505.0 | 37.0 | 1.0 | 505.0 | 37.0 | 21.474324 | 1.0 | 0.0 |